A sarcastic way to express shock at a revelation that is actually not shocking because everybody knew it already.
Used with a healthy dose of irony, the phrase was first uttered in the film Casablanca.

Wall street was shocked-shocked to learn that Goldman Sachs was scamming investors on a massive scale.